Introduction
Autism spectrum disorder (ASD) is a complex neurodevelopmental disorder characterized by early-appearing social communication deficits and restricted or repetitive behaviors (Hyman et al.,
2020). Besides the core deficits, ASD is often accompanied with other developmental or behavioral disorders, sleep problems, and gastrointestinal (GI) symptoms (Hyman et al.,
2020). Currently, the precise etiology and mechanism of ASD remain unclear, thus hindering the development of available laboratory diagnostic and effective cure for the condition (Muhle et al.,
2018).
Accumulated evidence has supported metabolic disturbance may be implicated in the pathogenesis of ASD. Metabolomics studies of urines, plasma, and fecal samples from ASD patients have shown disturbances of metabolism related to amino acids, oxidative stress, purine intermediates, and gut microbiota (Glinton & Elsea,
2019; Shen et al.,
2020; Mohamadkhani,
2018; Kang et al.,
2018). Despite the high interest, previous studies are mainly focused on the metabolomic analysis of urines and blood, and analysis of gut microbiota composition, while studies of fecal metabolism are relatively rare in the context of ASD (Kang et al.,
2018; Shen et al.,
2020).
Gut metabolomics can provide comprehensive information about the final products of interactions among dietary intake, metabolism, and microbial functions. Studies have shown that short-chain fatty acids (SCFAs) altered in the gut of ASD children (Liu et al.,
2019; Thomas et al.,
2012), and SCFAs could regulate gut immunity and genes expression of the host (Chang et al.,
2014). Abnormal glutamate and γ-aminobutyric acid (GABA) metabolism were observed in the feces of children with ASD, which may influence excitation-inhibition balance (Kang et al.,
2018; Wang et al.,
2019). Abnormal tryptophan metabolism and increased serotonin (5-hydroxytryptamine, 5-HT) have been observed in in the gut of ASD patients (Muller et al.,
2016). Also, isopropanol and phenol substances, including phenol and
p-cresol, were found higher in fecal of children with ASD (De Angelis et al.,
2013; Kang et al.,
2018).
Although the above reports suggest that altered gut metabolomics may contribute to the pathogenesis of ASD, the specific alterations in individual compounds were inconsistent between studies owing to multiple potential confounders (e.g., ethnicity, age, diet, disease, medicine, and methodology used) that can influence the metabolism outcomes. Inconsistent and scattered changes in single metabolites have a limited role in elucidating the pathophysiology of ASD. Therefore, a comprehensive interpretation of the metabolism pathway network is required.
This study aimed to determine the gut metabolomic profiles of children with ASD and identify the potential associations of gut metabolites with ASD symptoms and neurodevelopment levels. We analyzed the fecal metabolomic profiles of preschool children with ASD and age-, sex-, region- matched typically developing (TD) children with liquid chromatography-tandem mass spectrometry (LC–MS/MS) methods. We found that the differential metabolites between the ASD and TD groups were mainly involved in multiple vitamin and amino acid metabolism pathways. We also investigated the possible correlations of the altered gut metabolites with symptoms and neurodevelopment levels of ASD children, and postulated the interconnection of vitamins and amino acids in the metabolism network of ASD.
Discussion
This study showed that gut metabolomic profiles significantly differed between young children with ASD and TD children. The differential fecal metabolites were mainly involved in vitamin and amino acid metabolism pathways, with the strongest enrichment identified for tryptophan metabolism, retinol metabolism, cysteine and methionine metabolism, and vitamin digestion and absorption. Some metabolic perturbations were associated with ASD symptoms and neurodevelopment levels, and may contribute to the pathogenesis of ASD through the gut-brain axis.
Vitamin A is required for functional systemic development in children (McLean et al.,
2020), and studies have showed that children with ASD are more vulnerable than neurotypical children to vitamin A deficiency (Guo et al.,
2018; Ranjan et al.
2015). In our study, the increased 4′-apo-beta-carotenal and b,e-carotene-3,3′-diol levels and decreased retinol level may indicate that children with ASD had a decreased capacity for the absorption and bioconversion of plant-origin precursors of vitamin A. Vitamin A has three active forms in humans: retinal, retinol, and retinoic acid (RA) (Kedishvili,
2016). RA, the main active form of vitamin A, is a crucial signaling molecule that regulates multiple fundamental biological processes (Kedishvili,
2016). The increased retinal level in our study may imply that the conversion of retinal to RA was suppressed in the gut of children with ASD. Excessive retinal may damage the nervous system. We found that in children with ASD, the retinol level was positively correlated with neurodevelopment levels, and the retinal level was positively correlated with the social withdrawal subscale of SRS. The ALDH1A family consists of key enzymes that oxidize retinal into RA, and XX Xu et al. (Xu et al.,
2018) found that ASD patients with excessive UBE3A (an autism-related gene and molecule) may have congenital errors of retinol metabolism, as excessive UBE3A can inhibit ALDH1A activity and compromise the oxidation of retinal to RA. Moreover, the gut microbiota can participate in the alternative biotransformation of retinal to retinol or RA (Hong et al.,
2016).
B vitamins are important cofactors implicated in multiple biochemical reactions. TPP, a derivative of thiamine (vitamin B1), is a cofactor of various enzymes in the mitochondria. Anwar A et al. (Anwar et al.,
2016) found that plasma TPP concentrations were significantly lower in children with ASD than in controls. Consistent with this, we found lower levels of TPP in the feces of children with ASD than in TD children. Decreased TPP can lead to reduced mitochondrial anti-oxidative potential and energy production, and subsequently cellular damage (Altuner et al.,
2013; Cinici et al.,
2018). Vitamins B2 and B6 also participate in multiple amino acids metabolism processes. We found the level of pyridoxamine, a form of vitamin B6, was slightly negatively correlated to ABC and CARS scores.
The pathways of cysteine and methionine cycle, folate(vitamin B9) metabolism, and Hcy transsulfuration are interrelated and together constitute the folate-related metabolism pathway (Zou et al.,
2019), which is critical for cell proliferation, DNA synthesis, immune function, and neural development (Sun et al.,
2016). Vitamins B6 and B12 are cofactors in these biological processes. Decreased folate and vitamin B6 levels may lead to Hcy accumulation and decreased methyl production. Much of evidence suggested that folate deficit and excessive Hcy are risk factors for neural tube defects and neurodevelopmental disorders (Türksoy et al.,
2014), and children with ASD have decreased folate levels and elevated Hcy levels in the blood and urine (Paşca et al.,
2006; Yektaş et al.,
2019). In our study, Hcy levels were negatively correlated with neurodevelopment scores, indicating the adverse impact of excessive Hcy on brain development and function. Moreover, NAC is an antioxidant with potential benefits in treating the irritability in children with ASD (Nikoo et al.,
2015).
Abnormal tryptophan metabolism pathway in ASD has been reported in multiple studies, which was characterized by decreased tryptophan concentrations (Ormstad et al.,
2018) and increased serotonin levels in the blood (Muller et al.,
2016). In the gut, there are three main tryptophan metabolism pathways, which lead to kynurenine, serotonin, and indole derivatives (Agus et al.,
2018; Kałużna-Czaplińska et al.,
2019). Through the kynurenine pathway, kynurenic acid, xanthurenic acid, and quinolinic acid are generated (Agus et al.,
2018). In our study, xanthurenic acid and 5-hydroxy-
N-formylkynurenine levels were significantly increased in the ASD group. Vitamin B6 is a cofactor of kynureninase and kynurenine aminotransferase; therefore, the decrease of B6 may have contributed to the increased xanthurenic acid and 5-hydroxy-
N-formylkynurenine levels. In the serotonin pathway, 5-HTP, serotonin, and
N-feruloyl serotonin were significantly increased in feces of children with ASD, while 6-hydroxymelatonin and 5-HIAA were decreased. Reproducible evidence suggested serotonin-melatonin pathway in ASD is impaired, leading to hyperserotonemia and melatonin deficit in plasma (Abdulamir et al.,
2018; Pang et al.,
2014; Muller et al.,
2016). However, few studies have reported altered tryptophan metabolism and serotonin-melatonin levels in the gut of ASD patients. Angelis et al. (De Angelis et al.,
2013) found increased tryptophan and 3-methylindole levels in the feces of children with ASD. Dan Z et al. (Dan et al.,
2020) also reported abnormal tryptophan metabolism in the gut of children with ASD. An mice model of autism found decreased serotonin in intestine mucosal (Golubeva et al.,
2017). However, given that 95% of the serotonin in the body is generated in the intestine (Colle et al.,
2020), it is likely that blood serotonin levels are correlated with enteric serotonin. Likewise, the GI tract, in addition to the pineal gland, is an important source of melatonin besides the pineal gland (Gagnon & Godbout,
2018). Melatonin can regulate sleep patterns, immunity, as well as GI function (Gagnon & Godbout,
2018). Serotonin can be catabolized to 5-HIAA, and this process depends on riboflavin (vitamin B2) as a cofactor, so riboflavin deficiency may be related to the increase of serotonin. Moreover, dysbiosis of the gut microbiota has been linked to abnormal tryptophan metabolism (Agus et al.,
2018). We found a negative correlation between gut serotonin levels and neurodevelopment scores of ASD children, while serotonin and
N-feruloyl serotonin levels were positively correlated with the sensory subscales of ABC and GI problems. Many studies have indicated that the blood serotonin levels are correlated with the severity of autism severity (Abdulamir et al.,
2018). A balanced amount of enteric serotonin is beneficial to the functioning of the intestine, nervous system, and gut-brain axis, while excess serotonin may play a harmful role in the ASD progression.
We found decreased GABA, glutamine, glycine, and polyamines in fecal of children with ASD. GABA was negatively correlated with ABC scores, and agmatine was negatively correlated with SRS scores. These amino derivatives are crucial neurotransmitters or neuromodulators in the nervous system, and are important for immunity and inflammation (Ueland et al.,
2017). GABA and glycine are inhibitory neurotransmitters, and their decrease may impact the excitation-inhibition balance of the nervous system (Nelson & Valakh,
2015). Our findings are partially supported by Kang DW et al.
2018 and Angelis et al. (De Angelis et al.,
2013), who reported possibly lower GABA concentrations in the gut of children with ASD compared with healthy controls. Ford et al. (
2020) found that aberrant glutamate and GABA processes were linked with impaired psychosocial function. Particularly, the synthesis of both GABA and glycine depend on vitamin B6 as a cofactor (Sato,
2018).
Biologically active metabolites of arachidonic acid showed disturbance, which are key regulators in oxidative stress and inflammation (Sergeant et al.,
2016). Besides, 8-OHdG, a purine metabolite, is a sensitive marker of oxidative DNA damage (Valavanidis et al.,
2009). Elevated 8-OHdG levels has been found in the cerebellar (Sajdel-Sulkowska et al.,
2009) and urinary excretion (Ming et al.,
2005) of ASD patients. In the present study, 8-OHdG was significantly increased (6.86-fold) in autistic children compared to TD children. These results indicates that children with ASD may have a higher risk of gastrointestinal damage by oxidative stress and inflammation.
Gut metabolism is the result of interactions of multiple genetic and environmental factors, including disease, microbiome, and diet (Alexander & Turnbaugh,
2020). Gut microbiota are important for gut metabolism, as microflora can produce vitamins and participate in the metabolism of numerous substances (Hong et al.,
2016; LeBlanc et al.,
2013). Picky eating is almost one of important characterizations of children with ASD, so inadequate intake from food could also partly explain the decreased in multiple vitamins and amino acids. In addition, GI problems may affect the absorption of nutrients. Furthermore, vitamin abnormalities/deficiencies may contribute to altered amino acid metabolism, for vitamins B are implicated in multiple biochemical reactions (Sato,
2018). Metabolic interventions for ASD include supplementation of prebiotics and probiotics, vitamins (e.g., A, C, D, B6, B12, folate), amino acids, and their derivatives (e.g., glycine, NAC) (Bjørklund et al.
2019; DeFilippis,
2018; Höfer et al.,
2017; Mierau & Neumeyer,
2019). These approaches could sometimes correct intestinal dysbiosis and nutritional deficiencies in ASD, and partly improve the downstream metabolic consequences. However, these interventions were not always effective (Bjørklund et al.,
2019), for some inborn errors of metabolism are hard to rectify, and single-compound supplementation may be insufficient to overcome the extensive abnormalities of metabolic networks in ASD. Therefore, detailed evaluation and individualized interventions for ASD children are required.
Limitations
There are limitations in the present study. First, this cross-sectional study revealed correlations, but our data do not allow to prove the causation of symptoms and gut metabolites outcome. In addition, the correlations were not very strong (correlation coefficients, 0.2–0.4), as the metabolic disturbance is only one of many factors related to neurological function and ASD symptoms. Second, fecal metabolism may reflect the final results of the interactions of diet, microbiota, and intestinal function; however, the metabolic activity of each intestinal segment and the absorption and utilization of metabolites remain unclear, and it was difficult to distinguish whether the metabolites are derived from the host or the gut microbiota. Thus, the simultaneous analysis of fecal, intestinal contents, blood, microbiota, and other biological samples may lead to a deeper understanding of metabolomics networks. Third, our participants were preschool children from an island of China with a comparably biological backgrounds; therefore, these findings may not be generalizable to all ASD patients in different regions, races, and ages. Finally, ASD is a group of complex neurodevelopmental disorders, and studies involving different ASD subtypes and other related diseases are needed to evaluate the disease specificity of the metabolomic disturbances (age, sex, with our without food selectivity, developmental delay, etc.). Some metabolic disturbances may be nonspecific for various neurodevelopmental diseases and have an extensive impact on brain function and neurodevelopment.